Title :
Joint estimation of carrier frequency offset and statistical parameters of the multipath fading channel
Author :
Nissilä, Mauri ; Pasupathy, Subbarayan
Author_Institution :
Nokia Networks, Oulu
fDate :
6/1/2006 12:00:00 AM
Abstract :
In this paper, we focus on the joint estimation of the carrier frequency offset and statistical parameters of the multipath mobile channel. By modeling the multipath fading channel with a complex bandpass autoregressive (AR) model, we show how the estimates for the frequency offset, Doppler spread, and power profile of the multipath channel can be extracted from the estimated complex AR coefficients obtained via the expectation-maximization algorithm. A main advantage of the proposed joint estimator is that while it has a capability of performing equally well in all scattering environments, it can provide accurate estimates even in high-mobility channel conditions. We also demonstrate how the complexity of the estimator can be significantly reduced, while only slightly trading off performance, by applying the mean field approximation technique. Moreover, we derive a fully adaptive joint synchronization and channel-estimation scheme, as well as a novel Kalman-smoother-based frequency-error detector that can be used in feedback frequency-recovery schemes and is particularly well suited for fast-fading channel conditions. Finally, we revisit the Cramer-Rao lower bound analysis, and show how the Fisher information matrix can be conveniently computed in the presence of a frequency-selective Rayleigh fading channel
Keywords :
Rayleigh channels; autoregressive processes; channel estimation; expectation-maximisation algorithm; frequency estimation; matrix algebra; mobile radio; multipath channels; wireless channels; Cramer-Rao lower bound analysis; Doppler spread; Fisher information matrix; Kalman-smoother-based detector; Rayleigh fading channel; bandpass autoregressive model; carrier frequency offset estimation; channel-estimation scheme; expectation-maximization algorithm; feedback frequency-recovery schemes; frequency-error detector; mean field approximation technique; mobile channel; multipath fading channel; scattering environments; statistical parameter estimation; synchronization; Detectors; Expectation-maximization algorithms; Fading; Feedback; Frequency estimation; Frequency synchronization; Multipath channels; Rayleigh scattering; Statistics; Transmitters; Doppler spread; Kalman smoother; expectation-maximization (EM) algorithm; frequency offset; mean field approximation (MFA);
Journal_Title :
Communications, IEEE Transactions on
DOI :
10.1109/TCOMM.2006.876852